YData Profiling Report

Dataset statistics

Number of variables	13
Number of observations	58645
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.8 MiB
Average record size in memory	104.0 B

Variable types

Numeric	8
Categorical	4
Boolean	1

Alerts

`cb_person_cred_hist_length` is highly overall correlated with `person_age`	High correlation
`cb_person_default_on_file` is highly overall correlated with `loan_grade` and 1 other fields	High correlation
`loan_amnt` is highly overall correlated with `loan_percent_income`	High correlation
`loan_grade` is highly overall correlated with `cb_person_default_on_file` and 1 other fields	High correlation
`loan_int_rate` is highly overall correlated with `cb_person_default_on_file` and 1 other fields	High correlation
`loan_percent_income` is highly overall correlated with `loan_amnt`	High correlation
`person_age` is highly overall correlated with `cb_person_cred_hist_length`	High correlation
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`person_emp_length` has 7586 (12.9%) zeros	Zeros

Reproduction

Analysis started	2025-03-11 18:53:44.943802
Analysis finished	2025-03-11 18:53:52.301090
Duration	7.36 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

id
Real number (ℝ)

Uniform Unique

Distinct	58645
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29322

Minimum	0
Maximum	58644
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2932.2
Q1	14661
median	29322
Q3	43983
95-th percentile	55711.8
Maximum	58644
Range	58644
Interquartile range (IQR)	29322

Descriptive statistics

Standard deviation	16929.498
Coefficient of variation (CV)	0.57736504
Kurtosis	-1.2
Mean	29322
Median Absolute Deviation (MAD)	14661
Skewness	0
Sum	1.7195887 × 10⁹
Variance	2.8660789 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
39089	1	< 0.1%
39091	1	< 0.1%
39092	1	< 0.1%
39093	1	< 0.1%
39094	1	< 0.1%
39095	1	< 0.1%
39096	1	< 0.1%
39097	1	< 0.1%
39098	1	< 0.1%
Other values (58635)	58635	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
58644	1	< 0.1%
58643	1	< 0.1%
58642	1	< 0.1%
58641	1	< 0.1%
58640	1	< 0.1%
58639	1	< 0.1%
58638	1	< 0.1%
58637	1	< 0.1%
58636	1	< 0.1%
58635	1	< 0.1%

person_age
Real number (ℝ)

High correlation

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.550857

Minimum	20
Maximum	123
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	20
5-th percentile	22
Q1	23
median	26
Q3	30
95-th percentile	39
Maximum	123
Range	103
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.0332158
Coefficient of variation (CV)	0.21898469
Kurtosis	6.4083796
Mean	27.550857
Median Absolute Deviation (MAD)	3
Skewness	1.9654967
Sum	1615720
Variance	36.399693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	7726	13.2%
22	7051	12.0%
24	6395	10.9%
25	5067	8.6%
27	4450	7.6%
26	3874	6.6%
28	3707	6.3%
29	3270	5.6%
30	2333	4.0%
31	1917	3.3%
Other values (43)	12855	21.9%

Value	Count	Frequency (%)
20	12	< 0.1%
21	1795	3.1%
22	7051	12.0%
23	7726	13.2%
24	6395	10.9%
25	5067	8.6%
26	3874	6.6%
27	4450	7.6%
28	3707	6.3%
29	3270	5.6%

Value	Count	Frequency (%)
123	1	< 0.1%
84	2	< 0.1%
80	2	< 0.1%
76	1	< 0.1%
73	3	< 0.1%
70	10	< 0.1%
69	6	< 0.1%
66	11	< 0.1%
65	13	< 0.1%
64	10	< 0.1%

person_income
Real number (ℝ)

Distinct	2641
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64046.173

Minimum	4200
Maximum	1900000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	4200
5-th percentile	28800
Q1	42000
median	58000
Q3	75600
95-th percentile	120000
Maximum	1900000
Range	1895800
Interquartile range (IQR)	33600

Descriptive statistics

Standard deviation	37931.107
Coefficient of variation (CV)	0.59224627
Kurtosis	342.62935
Mean	64046.173
Median Absolute Deviation (MAD)	17000
Skewness	10.457723
Sum	3.7559878 × 10⁹
Variance	1.4387689 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	4164	7.1%
50000	2992	5.1%
30000	2200	3.8%
40000	1981	3.4%
70000	1876	3.2%
75000	1681	2.9%
45000	1604	2.7%
65000	1484	2.5%
80000	1472	2.5%
90000	1353	2.3%
Other values (2631)	37838	64.5%

Value	Count	Frequency (%)
4200	1	< 0.1%
5000	1	< 0.1%
9600	14	< 0.1%
10000	1	< 0.1%
10140	1	< 0.1%
12000	37	0.1%
12360	1	< 0.1%
12500	1	< 0.1%
12600	1	< 0.1%
12996	2	< 0.1%

Value	Count	Frequency (%)
1900000	1	< 0.1%
1839784	1	< 0.1%
1824000	1	< 0.1%
1200000	2	< 0.1%
948000	1	< 0.1%
928000	1	< 0.1%
900000	5	< 0.1%
889000	1	< 0.1%
828000	1	< 0.1%
780000	3	< 0.1%

person_home_ownership
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	458.3 KiB

RENT	30594
MORTGAGE	24824
OWN	3138
OTHER	89

Length

Max length	8
Median length	4
Mean length	5.64118
Min length	3

Characters and Unicode

Total characters	330827
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RENT
2nd row	OWN
3rd row	OWN
4th row	RENT
5th row	RENT

Common Values

Value	Count	Frequency (%)
RENT	30594	52.2%
MORTGAGE	24824	42.3%
OWN	3138	5.4%
OTHER	89	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rent	30594	52.2%
mortgage	24824	42.3%
own	3138	5.4%
other	89	0.2%

Most occurring characters

Value	Count	Frequency (%)
R	55507	16.8%
E	55507	16.8%
T	55507	16.8%
G	49648	15.0%
N	33732	10.2%
O	28051	8.5%
M	24824	7.5%
A	24824	7.5%
W	3138	0.9%
H	89	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	330827	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	55507	16.8%
E	55507	16.8%
T	55507	16.8%
G	49648	15.0%
N	33732	10.2%
O	28051	8.5%
M	24824	7.5%
A	24824	7.5%
W	3138	0.9%
H	89	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	330827	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	55507	16.8%
E	55507	16.8%
T	55507	16.8%
G	49648	15.0%
N	33732	10.2%
O	28051	8.5%
M	24824	7.5%
A	24824	7.5%
W	3138	0.9%
H	89	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	330827	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	55507	16.8%
E	55507	16.8%
T	55507	16.8%
G	49648	15.0%
N	33732	10.2%
O	28051	8.5%
M	24824	7.5%
A	24824	7.5%
W	3138	0.9%
H	89	< 0.1%

person_emp_length
Real number (ℝ)

Zeros

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7010146

Minimum	0
Maximum	123
Zeros	7586
Zeros (%)	12.9%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	12
Maximum	123
Range	123
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.9597843
Coefficient of variation (CV)	0.84232548
Kurtosis	29.131606
Mean	4.7010146
Median Absolute Deviation (MAD)	2
Skewness	2.0544297
Sum	275691
Variance	15.679892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	7586	12.9%
2	7270	12.4%
3	6475	11.0%
5	5839	10.0%
4	5461	9.3%
1	5203	8.9%
6	4902	8.4%
7	4275	7.3%
8	3015	5.1%
9	2290	3.9%
Other values (26)	6329	10.8%

Value	Count	Frequency (%)
0	7586	12.9%
1	5203	8.9%
2	7270	12.4%
3	6475	11.0%
4	5461	9.3%
5	5839	10.0%
6	4902	8.4%
7	4275	7.3%
8	3015	5.1%
9	2290	3.9%

Value	Count	Frequency (%)
123	2	< 0.1%
41	2	< 0.1%
39	1	< 0.1%
35	1	< 0.1%
31	5	< 0.1%
30	2	< 0.1%
29	2	< 0.1%
28	4	< 0.1%
27	7	< 0.1%
26	11	< 0.1%

loan_intent
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	458.3 KiB

EDUCATION	12271
MEDICAL	10934
PERSONAL	10016
VENTURE	10011
DEBTCONSOLIDATION	9133

Length

Max length	17
Median length	15
Mean length	10.003291
Min length	7

Characters and Unicode

Total characters	586643
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EDUCATION
2nd row	MEDICAL
3rd row	PERSONAL
4th row	VENTURE
5th row	MEDICAL

Common Values

Value	Count	Frequency (%)
EDUCATION	12271	20.9%
MEDICAL	10934	18.6%
PERSONAL	10016	17.1%
VENTURE	10011	17.1%
DEBTCONSOLIDATION	9133	15.6%
HOMEIMPROVEMENT	6280	10.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
education	12271	20.9%
medical	10934	18.6%
personal	10016	17.1%
venture	10011	17.1%
debtconsolidation	9133	15.6%
homeimprovement	6280	10.7%

Most occurring characters

Value	Count	Frequency (%)
E	81216	13.8%
O	62246	10.6%
N	56844	9.7%
I	47751	8.1%
T	46828	8.0%
A	42354	7.2%
D	41471	7.1%
C	32338	5.5%
L	30083	5.1%
M	29774	5.1%
Other values (7)	115738	19.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	586643	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	81216	13.8%
O	62246	10.6%
N	56844	9.7%
I	47751	8.1%
T	46828	8.0%
A	42354	7.2%
D	41471	7.1%
C	32338	5.5%
L	30083	5.1%
M	29774	5.1%
Other values (7)	115738	19.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	586643	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	81216	13.8%
O	62246	10.6%
N	56844	9.7%
I	47751	8.1%
T	46828	8.0%
A	42354	7.2%
D	41471	7.1%
C	32338	5.5%
L	30083	5.1%
M	29774	5.1%
Other values (7)	115738	19.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	586643	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	81216	13.8%
O	62246	10.6%
N	56844	9.7%
I	47751	8.1%
T	46828	8.0%
A	42354	7.2%
D	41471	7.1%
C	32338	5.5%
L	30083	5.1%
M	29774	5.1%
Other values (7)	115738	19.7%

loan_grade
Categorical

High correlation

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	458.3 KiB

A	20984
B	20400
C	11036
D	5034
E	1009
Other values (2)	182

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	58645
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	C
3rd row	A
4th row	B
5th row	A

Common Values

Value	Count	Frequency (%)
A	20984	35.8%
B	20400	34.8%
C	11036	18.8%
D	5034	8.6%
E	1009	1.7%
F	149	0.3%
G	33	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	20984	35.8%
b	20400	34.8%
c	11036	18.8%
d	5034	8.6%
e	1009	1.7%
f	149	0.3%
g	33	0.1%

Most occurring characters

Value	Count	Frequency (%)
A	20984	35.8%
B	20400	34.8%
C	11036	18.8%
D	5034	8.6%
E	1009	1.7%
F	149	0.3%
G	33	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	58645	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	20984	35.8%
B	20400	34.8%
C	11036	18.8%
D	5034	8.6%
E	1009	1.7%
F	149	0.3%
G	33	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	58645	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	20984	35.8%
B	20400	34.8%
C	11036	18.8%
D	5034	8.6%
E	1009	1.7%
F	149	0.3%
G	33	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	58645	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	20984	35.8%
B	20400	34.8%
C	11036	18.8%
D	5034	8.6%
E	1009	1.7%
F	149	0.3%
G	33	0.1%

loan_amnt
Real number (ℝ)

High correlation

Distinct	545
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9217.5565

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	500
5-th percentile	2500
Q1	5000
median	8000
Q3	12000
95-th percentile	20000
Maximum	35000
Range	34500
Interquartile range (IQR)	7000

Descriptive statistics

Standard deviation	5563.8074
Coefficient of variation (CV)	0.60360979
Kurtosis	1.6937837
Mean	9217.5565
Median Absolute Deviation (MAD)	3000
Skewness	1.1885785
Sum	5.405636 × 10⁸
Variance	30955953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	7128	12.2%
5000	5176	8.8%
6000	4676	8.0%
12000	4311	7.4%
15000	3348	5.7%
8000	3296	5.6%
4000	2406	4.1%
3000	2304	3.9%
7000	2131	3.6%
20000	1777	3.0%
Other values (535)	22092	37.7%

Value	Count	Frequency (%)
500	1	< 0.1%
700	1	< 0.1%
900	1	< 0.1%
1000	406	0.7%
1050	2	< 0.1%
1075	1	< 0.1%
1150	1	< 0.1%
1200	169	0.3%
1225	2	< 0.1%
1250	2	< 0.1%

Value	Count	Frequency (%)
35000	155	0.3%
33000	1	< 0.1%
32000	1	< 0.1%
31000	2	< 0.1%
30750	1	< 0.1%
30000	111	0.2%
29800	2	< 0.1%
29100	1	< 0.1%
28250	1	< 0.1%
28000	55	0.1%

loan_int_rate
Real number (ℝ)

High correlation

Distinct	362
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.677874

Minimum	5.42
Maximum	23.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.88
median	10.75
Q3	12.99
95-th percentile	15.7
Maximum	23.22
Range	17.8
Interquartile range (IQR)	5.11

Descriptive statistics

Standard deviation	3.0346972
Coefficient of variation (CV)	0.28420424
Kurtosis	-0.71815338
Mean	10.677874
Median Absolute Deviation (MAD)	2.74
Skewness	0.20002032
Sum	626203.95
Variance	9.2093871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	2183	3.7%
7.51	2150	3.7%
7.88	1759	3.0%
7.49	1609	2.7%
13.49	1412	2.4%
11.49	1306	2.2%
7.9	1295	2.2%
5.42	1117	1.9%
6.03	1083	1.8%
11.71	1072	1.8%
Other values (352)	43659	74.4%

Value	Count	Frequency (%)
5.42	1117	1.9%
5.43	1	< 0.1%
5.79	811	1.4%
5.99	562	1.0%
6	4	< 0.1%
6.03	1083	1.8%
6.05	1	< 0.1%
6.17	362	0.6%
6.39	104	0.2%
6.42	1	< 0.1%

Value	Count	Frequency (%)
23.22	1	< 0.1%
23.06	1	< 0.1%
22.11	1	< 0.1%
22.06	1	< 0.1%
21.74	4	< 0.1%
21.64	1	< 0.1%
21.36	8	< 0.1%
21.21	5	< 0.1%
20.89	6	< 0.1%
20.86	2	< 0.1%

loan_percent_income
Real number (ℝ)

High correlation

Distinct	61
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15923751

Minimum	0
Maximum	0.83
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04
Q1	0.09
median	0.14
Q3	0.21
95-th percentile	0.33
Maximum	0.83
Range	0.83
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.091691793
Coefficient of variation (CV)	0.57581779
Kurtosis	0.63134252
Mean	0.15923751
Median Absolute Deviation (MAD)	0.06
Skewness	0.91747302
Sum	9338.484
Variance	0.0084073849
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	3248	5.5%
0.13	3226	5.5%
0.08	2834	4.8%
0.17	2795	4.8%
0.07	2725	4.6%
0.11	2694	4.6%
0.09	2631	4.5%
0.12	2518	4.3%
0.14	2451	4.2%
0.06	2449	4.2%
Other values (51)	31074	53.0%

Value	Count	Frequency (%)
0	2	< 0.1%
0.01	138	0.2%
0.02	423	0.7%
0.03	1129	1.9%
0.04	1689	2.9%
0.05	2137	3.6%
0.06	2449	4.2%
0.07	2725	4.6%
0.08	2834	4.8%
0.09	2631	4.5%

Value	Count	Frequency (%)
0.83	1	< 0.1%
0.63	1	< 0.1%
0.59	1	< 0.1%
0.56	2	< 0.1%
0.55	1	< 0.1%
0.54	1	< 0.1%
0.53	4	< 0.1%
0.52	8	< 0.1%
0.51	20	< 0.1%
0.5	77	0.1%

cb_person_default_on_file
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

False	49943
True	8702

Value	Count	Frequency (%)
False	49943	85.2%
True	8702	14.8%

cb_person_cred_hist_length
Real number (ℝ)

High correlation

Distinct	29
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8135561

Minimum	2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	458.3 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	4
Q3	8
95-th percentile	14
Maximum	30
Range	28
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.0291962
Coefficient of variation (CV)	0.69306911
Kurtosis	3.4907749
Mean	5.8135561
Median Absolute Deviation (MAD)	2
Skewness	1.6185029
Sum	340936
Variance	16.234422
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
3	10708	18.3%
2	10657	18.2%
4	10566	18.0%
9	3499	6.0%
8	3477	5.9%
7	3392	5.8%
6	3391	5.8%
10	3364	5.7%
5	3345	5.7%
14	927	1.6%
Other values (19)	5319	9.1%

Value	Count	Frequency (%)
2	10657	18.2%
3	10708	18.3%
4	10566	18.0%
5	3345	5.7%
6	3391	5.8%
7	3392	5.8%
8	3477	5.9%
9	3499	6.0%
10	3364	5.7%
11	858	1.5%

Value	Count	Frequency (%)
30	28	< 0.1%
29	26	< 0.1%
28	39	0.1%
27	46	0.1%
26	31	0.1%
25	31	0.1%
24	48	0.1%
23	35	0.1%
22	38	0.1%
21	37	0.1%

loan_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	458.3 KiB

0	50295
1	8350

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	58645
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	50295	85.8%
1	8350	14.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	50295	85.8%
1	8350	14.2%

Most occurring characters

Value	Count	Frequency (%)
0	50295	85.8%
1	8350	14.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	58645	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	50295	85.8%
1	8350	14.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	58645	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	50295	85.8%
1	8350	14.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	58645	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	50295	85.8%
1	8350	14.2%

	cb_person_cred_hist_length	cb_person_default_on_file	id	loan_amnt	loan_grade	loan_int_rate	loan_intent	loan_percent_income	loan_status	person_age	person_emp_length	person_home_ownership	person_income
cb_person_cred_hist_length	1.000	0.006	0.007	0.046	0.014	-0.001	0.091	-0.029	0.026	0.805	0.037	0.043	0.102
cb_person_default_on_file	0.006	1.000	0.000	0.049	0.645	0.606	0.024	0.043	0.187	0.008	0.021	0.100	0.006
id	0.007	0.000	1.000	-0.003	0.004	-0.004	0.001	-0.004	0.001	0.006	0.003	0.000	-0.001
loan_amnt	0.046	0.049	-0.003	1.000	0.075	0.083	0.033	0.717	0.152	0.062	0.094	0.068	0.366
loan_grade	0.014	0.645	0.004	0.075	1.000	0.719	0.027	0.071	0.461	0.010	0.025	0.121	0.007
loan_int_rate	-0.001	0.606	-0.004	0.083	0.719	1.000	0.025	0.144	0.410	-0.001	-0.111	0.128	-0.085
loan_intent	0.091	0.024	0.001	0.033	0.027	0.025	1.000	0.017	0.106	0.065	0.027	0.092	0.000
loan_percent_income	-0.029	0.043	-0.004	0.717	0.071	0.144	0.017	1.000	0.425	-0.047	-0.062	0.094	-0.327
loan_status	0.026	0.187	0.001	0.152	0.461	0.410	0.106	0.425	1.000	0.019	0.032	0.242	0.026
person_age	0.805	0.008	0.006	0.062	0.010	-0.001	0.065	-0.047	0.019	1.000	0.065	0.019	0.149
person_emp_length	0.037	0.021	0.003	0.094	0.025	-0.111	0.027	-0.062	0.032	0.065	1.000	0.076	0.223
person_home_ownership	0.043	0.100	0.000	0.068	0.121	0.128	0.092	0.094	0.242	0.019	0.076	1.000	0.029
person_income	0.102	0.006	-0.001	0.366	0.007	-0.085	0.000	-0.327	0.026	0.149	0.223	0.029	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	id	person_age	person_income	person_home_ownership	person_emp_length	loan_intent	loan_grade	loan_amnt	loan_int_rate	loan_percent_income	cb_person_default_on_file	cb_person_cred_hist_length
0	0	37	35000	RENT	0.0	EDUCATION	B	6000	11.49	0.17	N	14
1	1	22	56000	OWN	6.0	MEDICAL	C	4000	13.35	0.07	N	2
2	2	29	28800	OWN	8.0	PERSONAL	A	6000	8.90	0.21	N	10
3	3	30	70000	RENT	14.0	VENTURE	B	12000	11.11	0.17	N	5
4	4	22	60000	RENT	2.0	MEDICAL	A	6000	6.92	0.10	N	3
5	5	27	45000	RENT	2.0	VENTURE	A	9000	8.94	0.20	N	5
6	6	25	45000	MORTGAGE	9.0	EDUCATION	A	12000	6.54	0.27	N	3
7	7	21	20000	RENT	0.0	PERSONAL	C	2500	13.49	0.13	Y	3
8	8	37	69600	RENT	11.0	EDUCATION	D	5000	14.84	0.07	Y	11
9	9	35	110000	MORTGAGE	0.0	DEBTCONSOLIDATION	C	15000	12.98	0.14	Y	6

	id	person_age	person_income	person_home_ownership	person_emp_length	loan_intent	loan_grade	loan_amnt	loan_int_rate	loan_percent_income	cb_person_default_on_file	cb_person_cred_hist_length	loan_status
58635	58635	32	69000	RENT	0.0	DEBTCONSOLIDATION	B	12000	10.20	0.17	N	7	1
58636	58636	24	37000	RENT	3.0	EDUCATION	C	9000	13.49	0.24	Y	2	0
58637	58637	24	75000	RENT	8.0	VENTURE	B	4000	10.75	0.05	N	4	0
58638	58638	29	46610	MORTGAGE	1.0	PERSONAL	D	2600	17.58	0.05	N	6	1
58639	58639	22	70000	RENT	6.0	DEBTCONSOLIDATION	A	10000	7.29	0.14	N	4	0
58640	58640	34	120000	MORTGAGE	5.0	EDUCATION	D	25000	15.95	0.21	Y	10	0
58641	58641	28	28800	RENT	0.0	MEDICAL	C	10000	12.73	0.35	N	8	1
58642	58642	23	44000	RENT	7.0	EDUCATION	D	6800	16.00	0.15	N	2	1
58643	58643	22	30000	RENT	2.0	EDUCATION	A	5000	8.90	0.17	N	3	0
58644	58644	31	75000	MORTGAGE	2.0	VENTURE	B	15000	11.11	0.20	N	5	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample